Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "60"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 60 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 94 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 92 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 60, Node N05:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459911 RF_maintenance 100.00% 0.00% 99.95% 0.00% - - 0.778268 10.170216 -0.614750 9.508758 -0.169110 7.375339 0.574912 1.970885 0.6681 0.0715 0.5355 nan nan
2459910 RF_maintenance 100.00% 0.00% 99.57% 0.00% - - 0.762251 10.481126 -0.622638 9.452762 -0.280498 7.723505 0.128924 1.312134 0.6713 0.0748 0.5354 nan nan
2459909 RF_maintenance 100.00% 0.00% 99.57% 0.00% - - 0.801986 10.910167 -0.612044 9.237173 -0.293601 6.307936 0.404156 2.036419 0.6706 0.0723 0.5372 nan nan
2459908 RF_maintenance 100.00% 0.00% 99.41% 0.00% - - 0.789186 11.544620 -0.560414 8.943293 -0.253583 5.710372 0.636323 2.714579 0.6761 0.0798 0.5321 nan nan
2459907 RF_maintenance 100.00% 0.00% 98.60% 0.00% - - 0.780226 11.735839 -0.665297 9.612737 -0.445378 6.183179 0.553350 2.702943 0.6752 0.0823 0.5274 nan nan
2459906 RF_maintenance 100.00% 0.00% 99.95% 0.00% - - 0.553083 11.797553 -0.778331 10.043102 -0.316686 8.453853 1.319349 3.430923 0.6646 0.0759 0.5293 nan nan
2459905 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.769353 10.974291 -0.625757 9.707783 0.333885 13.490196 1.353901 2.843335 0.0540 0.0328 0.0261 nan nan
2459904 RF_maintenance 100.00% 91.14% 100.00% 0.00% - - -1.275340 11.020796 0.222847 10.695737 -1.244618 10.189768 -0.600123 6.069127 0.1268 0.0392 0.0665 nan nan
2459903 RF_maintenance 100.00% 0.00% 98.11% 0.00% - - -1.317099 11.745269 -0.062045 10.449177 -1.581674 7.897454 -0.892744 5.559984 0.6783 0.0766 0.4952 nan nan
2459902 RF_maintenance 100.00% 0.00% 98.22% 0.00% - - -1.304081 13.132347 0.089141 10.837271 -1.556514 8.240173 -0.895851 2.649020 0.6842 0.0828 0.4933 nan nan
2459901 RF_maintenance 100.00% 0.00% 98.16% 0.00% - - -1.434241 13.300640 -0.325228 9.852294 -1.334119 7.229693 -1.371450 2.649297 0.6716 0.0798 0.4918 nan nan
2459900 RF_maintenance 100.00% 0.00% 96.06% 0.00% - - -1.420377 13.751264 -0.263064 10.399471 -1.378907 7.782199 -1.403131 2.542950 0.6336 0.0809 0.4793 nan nan
2459898 RF_maintenance 100.00% 0.00% 99.40% 0.00% - - -1.328980 11.102781 -0.205450 9.867968 -1.512238 9.307984 -0.853814 4.164670 0.6850 0.0765 0.5390 nan nan
2459897 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -1.174953 10.870393 0.145091 10.093192 -1.416388 10.023539 -1.403816 3.750888 0.0642 0.0330 0.0253 nan nan
2459896 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -1.148495 11.000764 -0.011418 10.158456 -2.332595 10.906163 -1.020866 2.445963 0.0624 0.0330 0.0245 nan nan
2459895 RF_maintenance 100.00% 7.68% 77.24% 0.00% - - -1.115743 13.578133 0.140555 12.774391 -1.206495 10.923680 -1.108738 5.417940 0.6655 0.1329 0.4014 nan nan
2459894 RF_maintenance 100.00% 0.00% 97.03% 0.00% - - -1.308226 12.886497 0.065735 9.189432 -1.175938 10.547589 -0.543284 3.812928 0.7014 0.0846 0.4664 nan nan
2459893 RF_maintenance 100.00% 0.00% 97.19% 0.00% - - -1.115890 13.326304 -0.163894 9.723018 -1.757453 9.150141 -1.329929 4.794179 0.6992 0.0849 0.5127 nan nan
2459892 RF_maintenance 100.00% 0.00% 98.32% 0.00% - - -1.321222 13.037323 -0.145429 11.262288 -1.441849 7.136761 -1.112630 4.071130 0.6958 0.0874 0.5287 nan nan
2459891 RF_maintenance 100.00% 0.00% 98.92% 0.00% - - -1.176935 12.041641 0.220165 11.218913 -1.784379 10.285866 -0.765540 3.486832 0.6893 0.0773 0.5364 nan nan
2459890 RF_maintenance 100.00% 0.00% 97.62% 0.00% - - -1.277617 12.328224 0.019568 13.396241 -1.291239 9.074497 -1.138297 1.277803 0.6931 0.0768 0.5377 nan nan
2459889 RF_maintenance 100.00% 0.00% 97.89% 0.00% - - -1.297872 13.987958 0.167737 10.821420 -2.167446 12.923137 -0.912053 5.691185 0.7006 0.0834 0.5343 nan nan
2459888 RF_maintenance 100.00% 0.00% 94.16% 0.00% - - -1.160984 11.604743 0.088332 12.591417 -2.052368 11.724598 -0.946163 3.037334 0.7140 0.0981 0.5385 nan nan
2459887 RF_maintenance 100.00% 0.00% 98.81% 0.00% - - 3.277547 12.769726 3.587813 12.473242 2.595366 10.237000 -2.496924 2.700764 0.6852 0.0810 0.5264 nan nan
2459886 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 15.989110 16.939822 10.501488 10.997208 6.446763 8.095961 2.709184 2.326779 0.0313 0.0301 0.0018 nan nan
2459885 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.595955 20.520242 61.839552 63.624048 14.231491 19.434672 17.299686 12.655820 0.0273 0.0270 0.0014 nan nan
2459884 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.792023 11.675854 11.596526 12.242548 7.961793 9.862667 1.967675 2.656350 0.0274 0.0269 0.0014 nan nan
2459883 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 15.235482 16.400237 55.924029 57.352288 7.929593 10.826017 8.509442 10.789247 0.0270 0.0274 0.0014 nan nan
2459882 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 25.339995 26.802437 62.340844 64.488897 11.188870 15.209887 2.876242 3.517388 0.0279 0.0280 0.0016 nan nan
2459881 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.275717 15.261517 71.229685 73.372737 22.092294 30.543985 10.228007 20.816989 0.0277 0.0271 0.0015 nan nan
2459880 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.434158 18.567932 58.992775 60.292734 6.793753 9.244510 2.854635 3.574993 0.0274 0.0270 0.0014 nan nan
2459879 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.026850 9.786104 10.388134 10.970555 1.474549 2.049510 4.144529 5.106255 0.0273 0.0268 0.0014 nan nan
2459878 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 15.715208 16.548659 71.459600 72.944698 11.641991 15.778968 10.090825 12.086165 0.0282 0.0283 0.0015 nan nan
2459876 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.820734 18.683057 51.352328 53.456145 29.866361 44.084933 7.532774 9.417741 0.0277 0.0286 0.0015 nan nan
2459875 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.697902 20.054397 67.268907 69.435355 13.333665 20.694821 3.966157 9.844141 0.0283 0.0279 0.0016 nan nan
2459874 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 26.516227 28.118103 35.066650 36.511521 18.245884 27.521149 5.178912 6.635889 0.0273 0.0275 0.0015 nan nan
2459873 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.948464 21.080249 45.359461 47.162520 7.320222 11.221709 2.250440 3.001471 0.0280 0.0283 0.0016 nan nan
2459872 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.344520 18.630527 58.121283 60.501321 20.216716 31.494694 3.337174 3.903816 0.0273 0.0265 0.0014 nan nan
2459871 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.955354 15.219887 62.693525 64.631933 18.133591 26.050610 1.895050 2.426572 0.0272 0.0269 0.0013 nan nan
2459870 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 23.579706 25.033441 47.199830 48.809052 10.848953 18.100061 6.507493 8.213560 0.0272 0.0268 0.0015 nan nan
2459869 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.878927 19.903850 47.181922 48.486274 15.846430 23.124246 6.397901 6.677787 0.0279 0.0278 0.0016 nan nan
2459868 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.446232 23.188865 71.419188 73.451265 10.873098 17.169837 5.101590 6.324870 0.0273 0.0270 0.0015 nan nan
2459867 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.952105 16.575467 56.086599 58.136483 5.793077 9.988247 3.469072 3.906823 0.0274 0.0271 0.0015 nan nan
2459866 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.284217 18.841558 52.863759 54.983755 6.609401 11.257394 3.170844 3.409923 0.0277 0.0285 0.0016 nan nan
2459865 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.913481 21.316751 64.170074 66.966103 15.752407 24.054602 15.486927 13.182711 0.0268 0.0262 0.0013 nan nan
2459864 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 23.134579 25.820697 25.675546 27.398394 8.275634 13.447906 5.630088 7.332884 0.0272 0.0264 0.0015 nan nan
2459863 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.932744 15.555540 8.123695 8.839677 2.996595 5.107489 2.579242 3.061211 0.0269 0.0264 0.0014 nan nan
2459862 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.762795 15.744755 29.344316 31.493152 12.517758 19.071615 1.926910 2.322570 0.0274 0.0279 0.0015 nan nan
2459861 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.640920 11.671165 8.200552 9.080429 2.563785 3.266038 2.077862 2.672264 0.0268 0.0264 0.0014 nan nan
2459860 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.676488 12.886550 24.635765 26.306040 14.753183 21.766337 2.492707 2.935253 0.0266 0.0266 0.0014 nan nan
2459859 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.739351 10.937426 8.873575 9.761530 2.256655 2.836266 1.024709 1.520458 0.0272 0.0268 0.0016 nan nan
2459858 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.550244 11.608508 9.178806 10.007035 2.286661 2.958161 1.934819 2.878506 0.0266 0.0267 0.0007 1.129492 1.124510
2459857 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.107262 6.713872 1.496493 1.614892 1.205828 2.815743 5.880468 10.444087 0.0261 0.0238 0.0014 nan nan
2459856 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.735192 17.599416 23.176217 24.631786 6.654030 12.240390 2.841963 4.379236 0.0280 0.0284 0.0010 1.185756 1.178537
2459855 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.487810 17.162335 24.203167 25.488042 2.746189 4.338307 1.392116 1.913045 0.0273 0.0271 0.0008 1.187427 1.182376
2459854 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.537272 15.473482 18.546580 19.461940 3.869312 4.317459 4.308719 5.437847 0.0270 0.0270 0.0008 1.138912 1.136617
2459853 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 294.578223 294.003975 inf inf 4411.442915 4229.465736 10804.572349 9469.467256 nan nan nan 0.000000 0.000000
2459852 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.526697 16.659967 25.954312 28.118259 15.613264 19.951122 16.783592 16.591370 0.0271 0.0268 0.0009 1.161849 1.154627
2459851 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.815498 20.760685 26.675855 30.151158 21.516623 43.596072 13.298725 21.999729 0.0276 0.0312 0.0032 1.062239 1.053452
2459850 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.136291 18.230219 23.061879 25.096854 10.327660 19.918281 6.597873 17.947985 0.0265 0.0252 0.0012 1.147297 1.139243
2459849 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.260327 16.613896 46.561346 49.620940 7.168593 13.003060 4.855984 8.362363 0.0267 0.0254 0.0012 1.147237 1.142030
2459848 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.679524 15.035785 29.561586 32.088618 14.304249 21.843181 1.724090 3.354350 0.0266 0.0257 0.0011 1.154293 1.149149
2459847 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.771136 17.469636 27.583753 30.279560 21.865006 28.305564 0.424208 0.883354 0.0264 0.0256 0.0010 1.169570 1.167373
2459846 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.348015 26.168524 33.552259 35.272309 21.656050 21.028721 4.061417 3.992793 0.0267 0.0265 0.0011 1.120180 1.119672

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 60: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 10.170216 10.170216 0.778268 9.508758 -0.614750 7.375339 -0.169110 1.970885 0.574912

Antenna 60: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 10.481126 10.481126 0.762251 9.452762 -0.622638 7.723505 -0.280498 1.312134 0.128924

Antenna 60: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 10.910167 10.910167 0.801986 9.237173 -0.612044 6.307936 -0.293601 2.036419 0.404156

Antenna 60: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 11.544620 0.789186 11.544620 -0.560414 8.943293 -0.253583 5.710372 0.636323 2.714579

Antenna 60: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 11.735839 11.735839 0.780226 9.612737 -0.665297 6.183179 -0.445378 2.702943 0.553350

Antenna 60: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 11.797553 11.797553 0.553083 10.043102 -0.778331 8.453853 -0.316686 3.430923 1.319349

Antenna 60: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Temporal Variability 13.490196 10.974291 0.769353 9.707783 -0.625757 13.490196 0.333885 2.843335 1.353901

Antenna 60: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 11.020796 11.020796 -1.275340 10.695737 0.222847 10.189768 -1.244618 6.069127 -0.600123

Antenna 60: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 11.745269 11.745269 -1.317099 10.449177 -0.062045 7.897454 -1.581674 5.559984 -0.892744

Antenna 60: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 13.132347 -1.304081 13.132347 0.089141 10.837271 -1.556514 8.240173 -0.895851 2.649020

Antenna 60: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 13.300640 -1.434241 13.300640 -0.325228 9.852294 -1.334119 7.229693 -1.371450 2.649297

Antenna 60: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 13.751264 -1.420377 13.751264 -0.263064 10.399471 -1.378907 7.782199 -1.403131 2.542950

Antenna 60: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 11.102781 11.102781 -1.328980 9.867968 -0.205450 9.307984 -1.512238 4.164670 -0.853814

Antenna 60: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 10.870393 10.870393 -1.174953 10.093192 0.145091 10.023539 -1.416388 3.750888 -1.403816

Antenna 60: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 11.000764 11.000764 -1.148495 10.158456 -0.011418 10.906163 -2.332595 2.445963 -1.020866

Antenna 60: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 13.578133 -1.115743 13.578133 0.140555 12.774391 -1.206495 10.923680 -1.108738 5.417940

Antenna 60: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 12.886497 12.886497 -1.308226 9.189432 0.065735 10.547589 -1.175938 3.812928 -0.543284

Antenna 60: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 13.326304 -1.115890 13.326304 -0.163894 9.723018 -1.757453 9.150141 -1.329929 4.794179

Antenna 60: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 13.037323 13.037323 -1.321222 11.262288 -0.145429 7.136761 -1.441849 4.071130 -1.112630

Antenna 60: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 12.041641 -1.176935 12.041641 0.220165 11.218913 -1.784379 10.285866 -0.765540 3.486832

Antenna 60: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Power 13.396241 12.328224 -1.277617 13.396241 0.019568 9.074497 -1.291239 1.277803 -1.138297

Antenna 60: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 13.987958 -1.297872 13.987958 0.167737 10.821420 -2.167446 12.923137 -0.912053 5.691185

Antenna 60: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Power 12.591417 11.604743 -1.160984 12.591417 0.088332 11.724598 -2.052368 3.037334 -0.946163

Antenna 60: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 12.769726 12.769726 3.277547 12.473242 3.587813 10.237000 2.595366 2.700764 -2.496924

Antenna 60: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Shape 16.939822 15.989110 16.939822 10.501488 10.997208 6.446763 8.095961 2.709184 2.326779

Antenna 60: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Power 63.624048 20.520242 19.595955 63.624048 61.839552 19.434672 14.231491 12.655820 17.299686

Antenna 60: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Power 12.242548 11.675854 10.792023 12.242548 11.596526 9.862667 7.961793 2.656350 1.967675

Antenna 60: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Power 57.352288 16.400237 15.235482 57.352288 55.924029 10.826017 7.929593 10.789247 8.509442

Antenna 60: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Power 64.488897 26.802437 25.339995 64.488897 62.340844 15.209887 11.188870 3.517388 2.876242

Antenna 60: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Power 73.372737 15.261517 14.275717 73.372737 71.229685 30.543985 22.092294 20.816989 10.228007

Antenna 60: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Power 60.292734 18.567932 17.434158 60.292734 58.992775 9.244510 6.793753 3.574993 2.854635

Antenna 60: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Power 10.970555 9.786104 9.026850 10.970555 10.388134 2.049510 1.474549 5.106255 4.144529

Antenna 60: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Power 72.944698 16.548659 15.715208 72.944698 71.459600 15.778968 11.641991 12.086165 10.090825

Antenna 60: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Power 53.456145 17.820734 18.683057 51.352328 53.456145 29.866361 44.084933 7.532774 9.417741

Antenna 60: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Power 69.435355 18.697902 20.054397 67.268907 69.435355 13.333665 20.694821 3.966157 9.844141

Antenna 60: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 36.511521 26.516227 28.118103 35.066650 36.511521 18.245884 27.521149 5.178912 6.635889

Antenna 60: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 47.162520 19.948464 21.080249 45.359461 47.162520 7.320222 11.221709 2.250440 3.001471

Antenna 60: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 60.501321 18.630527 17.344520 60.501321 58.121283 31.494694 20.216716 3.903816 3.337174

Antenna 60: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 64.631933 15.219887 13.955354 64.631933 62.693525 26.050610 18.133591 2.426572 1.895050

Antenna 60: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 48.809052 23.579706 25.033441 47.199830 48.809052 10.848953 18.100061 6.507493 8.213560

Antenna 60: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 48.486274 19.878927 19.903850 47.181922 48.486274 15.846430 23.124246 6.397901 6.677787

Antenna 60: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 73.451265 21.446232 23.188865 71.419188 73.451265 10.873098 17.169837 5.101590 6.324870

Antenna 60: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 58.136483 14.952105 16.575467 56.086599 58.136483 5.793077 9.988247 3.469072 3.906823

Antenna 60: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 54.983755 18.841558 17.284217 54.983755 52.863759 11.257394 6.609401 3.409923 3.170844

Antenna 60: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 66.966103 18.913481 21.316751 64.170074 66.966103 15.752407 24.054602 15.486927 13.182711

Antenna 60: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 27.398394 25.820697 23.134579 27.398394 25.675546 13.447906 8.275634 7.332884 5.630088

Antenna 60: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Shape 15.555540 13.932744 15.555540 8.123695 8.839677 2.996595 5.107489 2.579242 3.061211

Antenna 60: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 31.493152 13.762795 15.744755 29.344316 31.493152 12.517758 19.071615 1.926910 2.322570

Antenna 60: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Shape 11.671165 11.671165 10.640920 9.080429 8.200552 3.266038 2.563785 2.672264 2.077862

Antenna 60: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 26.306040 11.676488 12.886550 24.635765 26.306040 14.753183 21.766337 2.492707 2.935253

Antenna 60: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Shape 10.937426 9.739351 10.937426 8.873575 9.761530 2.256655 2.836266 1.024709 1.520458

Antenna 60: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Shape 11.608508 11.608508 10.550244 10.007035 9.178806 2.958161 2.286661 2.878506 1.934819

Antenna 60: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Temporal Discontinuties 10.444087 6.713872 6.107262 1.614892 1.496493 2.815743 1.205828 10.444087 5.880468

Antenna 60: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 24.631786 15.735192 17.599416 23.176217 24.631786 6.654030 12.240390 2.841963 4.379236

Antenna 60: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 25.488042 17.162335 16.487810 25.488042 24.203167 4.338307 2.746189 1.913045 1.392116

Antenna 60: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 19.461940 15.473482 16.537272 19.461940 18.546580 4.317459 3.869312 5.437847 4.308719

Antenna 60: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power inf 294.003975 294.578223 inf inf 4229.465736 4411.442915 9469.467256 10804.572349

Antenna 60: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 28.118259 13.526697 16.659967 25.954312 28.118259 15.613264 19.951122 16.783592 16.591370

Antenna 60: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Temporal Variability 43.596072 10.815498 20.760685 26.675855 30.151158 21.516623 43.596072 13.298725 21.999729

Antenna 60: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 25.096854 13.136291 18.230219 23.061879 25.096854 10.327660 19.918281 6.597873 17.947985

Antenna 60: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 49.620940 15.260327 16.613896 46.561346 49.620940 7.168593 13.003060 4.855984 8.362363

Antenna 60: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 32.088618 15.035785 13.679524 32.088618 29.561586 21.843181 14.304249 3.354350 1.724090

Antenna 60: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 30.279560 17.469636 15.771136 30.279560 27.583753 28.305564 21.865006 0.883354 0.424208

Antenna 60: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 35.272309 25.348015 26.168524 33.552259 35.272309 21.656050 21.028721 4.061417 3.992793
In [ ]: